Type-2 fuzzy logic control based MRAS speed estimator for speed sensorless direct torque and flux control of an induction motor drive

被引:49
作者
Ramesh, Tejavathu [1 ]
Panda, Anup Kumar [1 ]
Kumar, S. Shiva [1 ]
机构
[1] Natl Inst Technol, Dept Elect Engn, Rourkela, India
关键词
Direct torque and flux control; Induction motor drive; Type-1 fuzzy logic controller; Type-2 fuzzy logic controller; Model reference adaptive system; VECTOR CONTROL; ROTOR RESISTANCE; CONTROL STRATEGY; POWER; SYSTEMS; IMPLEMENTATION; IDENTIFICATION; OBSERVER; MACHINE; DESIGN;
D O I
10.1016/j.isatra.2015.03.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this research study, a model reference adaptive system (MRAS) speed estimator for speed sensorless direct torque and flux control (DTFC) of an induction motor drive (IMD) using two adaptation mechanism schemes are proposed to replace the conventional proportional integral controller (PIC). The first adaptation mechanism scheme is based on Type-1 fuzzy logic controller (T1FLC), which is used to achieve high performance sensorless drive in both transient as well as steady state conditions. However, the Type-1 fuzzy sets are certain and unable to work effectively when higher degree of uncertainties presents in the system which can be caused by sudden change in speed or different load disturbances, process noise etc. Therefore, a new Type-2 fuzzy logic controller (T2FLC) based adaptation mechanism scheme is proposed to better handle the higher degree of uncertainties and improves the performance and also robust to various load torque and sudden change in speed conditions, respectively. The detailed performances of various adaptation mechanism schemes are carried out in a MATLAB/Simulink environment with a speed sensor and speed sensorless modes of operation when an IMD is operating under different operating conditions, such as, no-load, load and sudden change in speed, respectively. To validate the different control approaches, the system also implemented on real-time system and adequate results are reported for its validation. (C) 2015 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:262 / 275
页数:14
相关论文
共 50 条
[21]   Application of the Stator Current-based MRAS Speed Estimator in the Sensorless Induction Motor Drive [J].
Dybkowski, Mateusz ;
Orlowska-Kowalska, Teresa .
2008 13TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-5, 2008, :2306-2311
[22]   High Performance Speed Sensorless Finite-Set Predictive Thrust Control of a Linear Induction Motor based on MRAS and Fuzzy Logic Controller [J].
Elmorshedy, Mahmoud F. ;
Xu, Wei ;
Ali, Mossad M. ;
Liu, Yi ;
Allam, Said M. .
2020 IEEE 9TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (IPEMC2020-ECCE ASIA), 2020, :3039-3044
[23]   MRAS Based Speed Estimator for Sensorless Vector Control of a Linear Induction Motor with Improved Adaptation Mechanisms [J].
Holakooie, Mohammad Hosein ;
Taheri, Asghar ;
Sharifian, Mohammad Bagher Bannae .
JOURNAL OF POWER ELECTRONICS, 2015, 15 (05) :1274-1285
[24]   Speed-Sensorless Direct Torque Control System of Induction Motor [J].
Wang Ping ;
Lin Bin ;
Xu Zixiang ;
Qi Shengbiao .
2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, :3150-3153
[25]   Design of MRAS-based Observer in Speed Sensorless Induction Motor Drive [J].
Xin, Deng ;
Jin, Zhao ;
Hui, Luo ;
Wang Qingyi .
ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, :3576-3581
[26]   Fuzzy Logic Speed Controller for Robust Direct Torque Control of Induction Motor Drives [J].
Mencou, Siham ;
Ben Yakhlef, Majid ;
Tazi, El Bachir .
DIGITAL TECHNOLOGIES AND APPLICATIONS, ICDTA 2023, VOL 1, 2023, 668 :601-611
[27]   Sensorless Speed Backstepping Control of Induction Machine, Based On Speed MRAS Observer [J].
Moutchou, Mohamed ;
Abbou, Ahmed ;
Mahmoudi, Hassan .
2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, :1019-1024
[28]   Sensorless speed controller of an induction motor with MRAS-based model predictive control [J].
Boyar, Aydin ;
Kabalci, Ersan ;
Kabalci, Yasin .
COMPUTERS & ELECTRICAL ENGINEERING, 2024, 118
[29]   A new intelligent adaptation mechanism of MRAS based on a genetic algorithm applied to speed sensorless direct torque control for induction motor [J].
El Ouanjli, Najib ;
Mahfoud, Said ;
Bhaskar, M. S. ;
El Daoudi, Soukaina ;
Derouich, Aziz ;
El Mahfoud, Mohammed .
INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2022, 10 (06) :2095-2110
[30]   MRAS state estimator for speed sensorless ISFOC induction motor drives with Luenberger load torque estimation [J].
Zorgani, Youssef Agrebi ;
Koubaa, Yassine ;
Boussak, Mohamed .
ISA TRANSACTIONS, 2016, 61 :308-317